{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "55fb6865",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import  matplotlib.pyplot as plt\n",
    "\n",
    "import datetime\n",
    "import time\n",
    "import numpy as np\n",
    "import matplotlib.dates as mdates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8100589e",
   "metadata": {},
   "outputs": [],
   "source": [
    "url_markkline=\"https://shq.niuguwang.com/aquote/quotedata/markkline.ashx?code=2318&type=5&count=10000&version=9.9.9&s=hm\" \n",
    "\n",
    "savepath = 'E:\\HQData\\A'"
   ]
  },
  {
   "cell_type": "raw",
   "id": "50e509f8",
   "metadata": {},
   "source": [
    "wiki:  L@H60BM'X^gL1cv\n",
    "分时： http://wiki.niuguwang.com:8090/pages/viewpage.action?pageId=2691855\n",
    "K线: http://wiki.niuguwang.com:8090/pages/viewpage.action?pageId=1572980\n",
    "\n",
    "https://shq.niuguwang.com/aquote/quotedata/stockshare.ashx?code=1&time=20160905130400 个股分时线\n",
    "https://shq.niuguwang.com/aquote/quotedata/markshare.ashx?code=2318&time=20160905130400 指数分时线\n",
    "https://shq.niuguwang.com/aquote/quotedata/fundshare.ashx?code=5214&time=20160905130400 场内基金分时线\n",
    " \n",
    "https://shq.niuguwang.com/aquote/quotedata/stockshare.ashx?code=1&type=1&time=20160905130400 个股5日分时线\n",
    "https://shq.niuguwang.com/aquote/quotedata/markshare.ashx?code=2318&type=1&time=20160905130400 指数5日分时线\n",
    "https://shq.niuguwang.com/aquote/quotedata/fundshare.ashx?code=5214&type=1&time=20160905130400 场内基金5日分时线\n",
    "\n",
    "\n",
    " https://shq.niuguwang.com/aquote/quote/kline.ashx?code=2566&start=20160520094500&count=100&type=1&std=1\n",
    " https://shq.niuguwang.com/aquote/quotedata/markkline.ashx?code=2318&type=5&count=100&version=9.9.9&s=hm\n",
    " \t\n",
    "1 5分钟线\n",
    "\n",
    "2 15分钟线\n",
    "\n",
    "3 30分钟线\n",
    "\n",
    "4 60分钟线\n",
    "\n",
    "5 日K线\n",
    "\n",
    "6 周K线\n",
    "\n",
    "9 月K线\n",
    "\n",
    "11 1分钟线\n",
    "ex=0是除权，ex=1是前复权，ex=2是后复权"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6fc7ad29",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data_from_ngw(url):\n",
    "    import requests\n",
    "    import json\n",
    "\n",
    "    headers = {'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}  \n",
    "\n",
    "    html = requests.get(url, headers=headers)\n",
    "    \n",
    "    data_list = json.loads(html.text)\n",
    "    timedata = data_list[\"timedata\"]\n",
    "    \n",
    "    df_timedata=pd.DataFrame(timedata)\n",
    "    \n",
    "    if len(df_timedata) == 0:\n",
    "        print('没有获取到timedata', url)\n",
    "        return df_timedata\n",
    "\n",
    "    df_timedata.times=df_timedata.times.apply(lambda x:  datetime.datetime.strptime(x[:-6], \"%Y%m%d\"))\n",
    "    df_timedata.set_index(\"times\", drop=True,inplace=True)\n",
    "    #dfnowv=dfnowv.map(lambda x:float(x)/100) \n",
    "    df_timedata.openp = df_timedata.openp.astype(float)/100\n",
    "    df_timedata.highp = df_timedata.highp.astype(float)/100\n",
    "    df_timedata.lowp = df_timedata.lowp.astype(float)/100\n",
    "    df_timedata.nowv = df_timedata.nowv.astype(float)/100\n",
    "    df_timedata.preclose = df_timedata.preclose.astype(float)/100\n",
    "\n",
    "    df_timedata.curvol = df_timedata.curvol.astype(float)\n",
    "    df_timedata.curvalue = df_timedata.curvalue.astype(float)\n",
    "    return df_timedata\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "26d2cf2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "url_3301 = \"https://shq.niuguwang.com/aquote/quote/kline.ashx?code=3301&start=20000520094500&count=10000&type=5&std=1\" # 中船防务\n",
    "\n",
    "url_55652 = \"https://shq.niuguwang.com/aquote/quote/kline.ashx?code=967&start=20211020094500&count=10000&type=5&std=1\" # 晶澳科技 002459\n",
    "\n",
    "index_szzs = 'https://shq.niuguwang.com/aquote/quotedata/markkline.ashx?code=2318&type=5&count=10000&version=9.9.9&s=hm'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6ad67aee",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_timedata' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[5], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m df_timedata\u001b[38;5;241m.\u001b[39mhead()\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_timedata' is not defined"
     ]
    }
   ],
   "source": [
    "df_timedata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "19f311fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2d9a6a784f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_timedata.nowv.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "731d4988",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df__timedata = index_szzs(index_szzs)\n",
    "df_timedata.to_csv(savepath+\"index_SZZS.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "caf276a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>highp</th>\n",
       "      <th>openp</th>\n",
       "      <th>lowp</th>\n",
       "      <th>nowv</th>\n",
       "      <th>preclose</th>\n",
       "      <th>curvol</th>\n",
       "      <th>curvalue</th>\n",
       "      <th>signType</th>\n",
       "      <th>dkWarnType</th>\n",
       "      <th>bonusInfo</th>\n",
       "      <th>bonusInfoType</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-05-19</th>\n",
       "      <td>5.56</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.45</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.55</td>\n",
       "      <td>1519000.0</td>\n",
       "      <td>8370000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-18</th>\n",
       "      <td>5.55</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.30</td>\n",
       "      <td>5.55</td>\n",
       "      <td>5.40</td>\n",
       "      <td>1194000.0</td>\n",
       "      <td>6487000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-17</th>\n",
       "      <td>5.52</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.47</td>\n",
       "      <td>892300.0</td>\n",
       "      <td>4842000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-16</th>\n",
       "      <td>5.48</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.42</td>\n",
       "      <td>1008700.0</td>\n",
       "      <td>5451000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-15</th>\n",
       "      <td>5.60</td>\n",
       "      <td>5.53</td>\n",
       "      <td>5.40</td>\n",
       "      <td>5.42</td>\n",
       "      <td>5.53</td>\n",
       "      <td>1753000.0</td>\n",
       "      <td>9678000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            highp  openp  lowp  nowv  preclose     curvol   curvalue signType  \\\n",
       "times                                                                           \n",
       "2000-05-19   5.56   5.56  5.45  5.54      5.55  1519000.0  8370000.0        0   \n",
       "2000-05-18   5.55   5.40  5.30  5.55      5.40  1194000.0  6487000.0        0   \n",
       "2000-05-17   5.52   5.48  5.38  5.40      5.47   892300.0  4842000.0        0   \n",
       "2000-05-16   5.48   5.40  5.35  5.47      5.42  1008700.0  5451000.0        0   \n",
       "2000-05-15   5.60   5.53  5.40  5.42      5.53  1753000.0  9678000.0        0   \n",
       "\n",
       "           dkWarnType bonusInfo bonusInfoType  \n",
       "times                                          \n",
       "2000-05-19          0                       0  \n",
       "2000-05-18          0                       0  \n",
       "2000-05-17          0                       0  \n",
       "2000-05-16          0                       0  \n",
       "2000-05-15          0                       0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data_3301 =  get_data_from_ngw(url_3301)\n",
    "data_3301.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cc5eb3c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>highp</th>\n",
       "      <th>openp</th>\n",
       "      <th>lowp</th>\n",
       "      <th>nowv</th>\n",
       "      <th>preclose</th>\n",
       "      <th>curvol</th>\n",
       "      <th>curvalue</th>\n",
       "      <th>raisingLimit</th>\n",
       "      <th>limitDown</th>\n",
       "      <th>signType</th>\n",
       "      <th>dkWarnType</th>\n",
       "      <th>bonusInfo</th>\n",
       "      <th>bonusInfoType</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023-12-22</th>\n",
       "      <td>19.37</td>\n",
       "      <td>18.77</td>\n",
       "      <td>18.54</td>\n",
       "      <td>19.07</td>\n",
       "      <td>18.83</td>\n",
       "      <td>70355709.0</td>\n",
       "      <td>1.335086e+09</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            highp  openp   lowp   nowv  preclose      curvol      curvalue  \\\n",
       "times                                                                        \n",
       "2023-12-22  19.37  18.77  18.54  19.07     18.83  70355709.0  1.335086e+09   \n",
       "\n",
       "           raisingLimit limitDown signType dkWarnType bonusInfo bonusInfoType  \n",
       "times                                                                          \n",
       "2023-12-22            -         -        0          0                       0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "url_55652 = \"https://shq.niuguwang.com/aquote/quote/kline.ashx?code=967&start=20211020094500&count=10000&type=5\" # 晶澳科技 002459\n",
    "\n",
    "data_55652 = get_data_from_ngw(url_55652)\n",
    "data_55652.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6e751087",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>highp</th>\n",
       "      <th>openp</th>\n",
       "      <th>lowp</th>\n",
       "      <th>nowv</th>\n",
       "      <th>preclose</th>\n",
       "      <th>curvol</th>\n",
       "      <th>curvalue</th>\n",
       "      <th>signType</th>\n",
       "      <th>dkWarnType</th>\n",
       "      <th>bonusInfo</th>\n",
       "      <th>bonusInfoType</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-08-10</th>\n",
       "      <td>37.25</td>\n",
       "      <td>31.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>36.50</td>\n",
       "      <td>22.46</td>\n",
       "      <td>30548100.0</td>\n",
       "      <td>1.011385e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-11</th>\n",
       "      <td>36.44</td>\n",
       "      <td>33.6</td>\n",
       "      <td>33.09</td>\n",
       "      <td>34.09</td>\n",
       "      <td>36.50</td>\n",
       "      <td>20902678.0</td>\n",
       "      <td>7.206275e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-12</th>\n",
       "      <td>33.77</td>\n",
       "      <td>33.5</td>\n",
       "      <td>30.80</td>\n",
       "      <td>31.20</td>\n",
       "      <td>34.09</td>\n",
       "      <td>13380560.0</td>\n",
       "      <td>4.338538e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-13</th>\n",
       "      <td>31.45</td>\n",
       "      <td>31.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>30.80</td>\n",
       "      <td>31.20</td>\n",
       "      <td>7262866.0</td>\n",
       "      <td>2.224768e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-16</th>\n",
       "      <td>31.85</td>\n",
       "      <td>30.6</td>\n",
       "      <td>30.20</td>\n",
       "      <td>31.50</td>\n",
       "      <td>30.80</td>\n",
       "      <td>6467613.0</td>\n",
       "      <td>2.014148e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            highp  openp   lowp   nowv  preclose      curvol      curvalue  \\\n",
       "times                                                                        \n",
       "2010-08-10  37.25   31.0  31.00  36.50     22.46  30548100.0  1.011385e+09   \n",
       "2010-08-11  36.44   33.6  33.09  34.09     36.50  20902678.0  7.206275e+08   \n",
       "2010-08-12  33.77   33.5  30.80  31.20     34.09  13380560.0  4.338538e+08   \n",
       "2010-08-13  31.45   31.0  30.00  30.80     31.20   7262866.0  2.224768e+08   \n",
       "2010-08-16  31.85   30.6  30.20  31.50     30.80   6467613.0  2.014148e+08   \n",
       "\n",
       "           signType dkWarnType bonusInfo bonusInfoType  \n",
       "times                                                   \n",
       "2010-08-10        0          0                       0  \n",
       "2010-08-11        0          0                       0  \n",
       "2010-08-12        0          0                       0  \n",
       "2010-08-13        0          0                       0  \n",
       "2010-08-16        0          0                       0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = data_55652.sort_index()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9c24ce20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2d9aa919310>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_55652.nowv.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "ce418968",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = time.mktime((2021, 95, 11, 9, 44, 31, 6, 273, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "21009465",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nowv</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-10-13</th>\n",
       "      <td>66.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-12</th>\n",
       "      <td>60.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-11</th>\n",
       "      <td>60.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-08</th>\n",
       "      <td>59.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-30</th>\n",
       "      <td>65.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             nowv\n",
       "times            \n",
       "2021-10-13  66.94\n",
       "2021-10-12  60.85\n",
       "2021-10-11  60.26\n",
       "2021-10-08  59.36\n",
       "2021-09-30  65.95"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df_two = pd.DataFrame(data=c, index=df_timedata.nowv.index, columns=['index','晶澳科技'])\n",
    "df_index = pd.DataFrame(df_timedata.nowv)\n",
    "df_jakj = pd.DataFrame(data_55652.nowv)\n",
    "df_jakj.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "0aec94c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "c = {'a':list(df_timedata.nowv.values),'b': list(data_55652.nowv.values)}\n",
    "d = [df_timedata.nowv.values,data_55652.nowv.values ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "a3bf77b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nowv</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-08-16</th>\n",
       "      <td>31.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-13</th>\n",
       "      <td>30.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-12</th>\n",
       "      <td>31.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-11</th>\n",
       "      <td>34.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-10</th>\n",
       "      <td>36.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             nowv\n",
       "times            \n",
       "2010-08-16  31.50\n",
       "2010-08-13  30.80\n",
       "2010-08-12  31.20\n",
       "2010-08-11  34.09\n",
       "2010-08-10  36.50"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame(data_55652.nowv.values, index=data_55652.index, columns=['nowv'])\n",
    "df1.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "9b4153ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_55652.to_csv(savepath+\"晶澳科技_002459.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "cafe1792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "times\n",
       "2021-10-13    3561.76\n",
       "2021-10-12    3546.94\n",
       "2021-10-11    3591.71\n",
       "2021-10-08    3592.17\n",
       "2021-09-30    3568.17\n",
       "               ...   \n",
       "2010-08-16    2661.71\n",
       "2010-08-13    2606.70\n",
       "2010-08-12    2575.48\n",
       "2010-08-11    2607.50\n",
       "2010-08-10    2595.27\n",
       "Name: nowv, Length: 2714, dtype: float64"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_timedata[df_timedata.index >= '2010-08-10'].nowv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "adaf89bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nowv</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-10-13</th>\n",
       "      <td>3561.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-12</th>\n",
       "      <td>3546.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-11</th>\n",
       "      <td>3591.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-08</th>\n",
       "      <td>3592.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-30</th>\n",
       "      <td>3568.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               nowv\n",
       "times              \n",
       "2021-10-13  3561.76\n",
       "2021-10-12  3546.94\n",
       "2021-10-11  3591.71\n",
       "2021-10-08  3592.17\n",
       "2021-09-30  3568.17"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "57eca9b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import requests\n",
    "import json\n",
    "\n",
    "headers = {'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:23.0) Gecko/20100101 Firefox/23.0'}  \n",
    "\n",
    "html = requests.get(index_szzs, headers=headers)\n",
    "\n",
    "data_list = json.loads(html.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a32c3ae5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "timedata = data_list[\"timedata\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e58f8fff",
   "metadata": {},
   "outputs": [
    {
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       " {'times': '20170906000000',\n",
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       "  'dkWarnType': '0'},\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timedata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0926deac",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df_timedata=pd.DataFrame(timedata)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b9e2fe91",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df_timedata.times=df_timedata.times.apply(lambda x:  datetime.datetime.strptime(x[:-6], \"%Y%m%d\"))\n",
    "df_timedata.set_index(\"times\", drop=True,inplace=True)\n",
    "#dfnowv=dfnowv.map(lambda x:float(x)/100) \n",
    "df_timedata.openp = df_timedata.openp.astype(float)/100\n",
    "df_timedata.highp = df_timedata.highp.astype(float)/100\n",
    "df_timedata.lowp = df_timedata.lowp.astype(float)/100\n",
    "df_timedata.nowv = df_timedata.nowv.astype(float)/100\n",
    "df_timedata.preclose = df_timedata.preclose.astype(float)/100\n",
    "\n",
    "df_timedata.curvol = df_timedata.curvol.astype(float)\n",
    "df_timedata.curvalue = df_timedata.curvalue.astype(float)"
   ]
  }
 ],
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